In recent neuroscience research, it is of significant importance to develop an efficient method to predict subject's behaviors or cognitive states from his brain activities for both its applications and methodology. In ATR Computational Neuroscience Laboratories, we have developed "sparse estimation algorithms" and successfully applied them to various problems. There are several merits in sparse e
